{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Review: computer vision transfer learning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a subset of lesson 1 of https://course.fast.ai"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline\n",
    "\n",
    "from fastai.vision import *\n",
    "from fastai.metrics import error_rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "bs = 64\n",
    "# bs = 16   # uncomment this line if you run out of memory even after clicking Kernel->Restart"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are going to use the [Oxford-IIIT Pet Dataset](http://www.robots.ox.ac.uk/~vgg/data/pets/) by [O. M. Parkhi et al., 2012](http://www.robots.ox.ac.uk/~vgg/publications/2012/parkhi12a/parkhi12a.pdf) which features 12 cat breeds and 25 dogs breeds. Our model will need to learn to differentiate between these 37 distinct categories. According to their paper, the best accuracy they could get in 2012 was 59.21%."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PosixPath('/home/jhoward/.fastai/data/oxford-iiit-pet/images/great_pyrenees_173.jpg')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = untar_data(URLs.PETS)\n",
    "path_anno = path/'annotations'\n",
    "path_img = path/'images'\n",
    "np.random.seed(2)\n",
    "fnames = get_image_files(path_img)\n",
    "fnames[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 504x432 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pat = r'/([^/]+)_\\d+.jpg$'\n",
    "data = ImageDataBunch.from_name_re(path_img, fnames, pat, ds_tfms=get_transforms(), size=224, bs=bs\n",
    "                                  ).normalize(imagenet_stats)\n",
    "data.show_batch(rows=3, figsize=(7,6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn = cnn_learner(data, models.resnet34, metrics=error_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1.411342</td>\n",
       "      <td>0.298996</td>\n",
       "      <td>0.086604</td>\n",
       "      <td>00:15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.543773</td>\n",
       "      <td>0.225010</td>\n",
       "      <td>0.078484</td>\n",
       "      <td>00:15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>0.332864</td>\n",
       "      <td>0.194363</td>\n",
       "      <td>0.070365</td>\n",
       "      <td>00:14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>0.242706</td>\n",
       "      <td>0.188766</td>\n",
       "      <td>0.067659</td>\n",
       "      <td>00:14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.fit_one_cycle(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('stage-1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: left;\">\n",
       "      <th>epoch</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>valid_loss</th>\n",
       "      <th>error_rate</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0.231939</td>\n",
       "      <td>0.180866</td>\n",
       "      <td>0.062246</td>\n",
       "      <td>00:18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>0.207379</td>\n",
       "      <td>0.175878</td>\n",
       "      <td>0.062246</td>\n",
       "      <td>00:17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.unfreeze()\n",
    "learn.fit_one_cycle(2, max_lr=slice(1e-6,1e-4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Egyptian_Mau', 'Bengal', 8),\n",
       " ('Ragdoll', 'Birman', 6),\n",
       " ('american_pit_bull_terrier', 'staffordshire_bull_terrier', 6),\n",
       " ('beagle', 'basset_hound', 5),\n",
       " ('american_bulldog', 'staffordshire_bull_terrier', 4),\n",
       " ('american_bulldog', 'american_pit_bull_terrier', 3),\n",
       " ('chihuahua', 'miniature_pinscher', 3),\n",
       " ('english_setter', 'english_cocker_spaniel', 3),\n",
       " ('samoyed', 'great_pyrenees', 3),\n",
       " ('Russian_Blue', 'British_Shorthair', 2),\n",
       " ('Siamese', 'Birman', 2),\n",
       " ('american_pit_bull_terrier', 'american_bulldog', 2),\n",
       " ('chihuahua', 'staffordshire_bull_terrier', 2),\n",
       " ('saint_bernard', 'american_bulldog', 2),\n",
       " ('yorkshire_terrier', 'havanese', 2)]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "interp = ClassificationInterpretation.from_learner(learn)\n",
    "interp.most_confused(min_val=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
